Pandas Profiling Report

Dataset statistics

Number of variables	30
Number of observations	284808
Missing cells	1
Missing cells (%)	< 0.1%
Duplicate rows	5149
Duplicate rows (%)	1.8%
Total size in memory	65.2 MiB
Average record size in memory	240.0 B

Variable types

Numeric	29
Categorical	1

Alerts

Dataset has 5149 (1.8%) duplicate rows	Duplicates
`V2` is highly overall correlated with `Amount`	High correlation
`V10` is highly overall correlated with `Class`	High correlation
`V11` is highly overall correlated with `Class`	High correlation
`V12` is highly overall correlated with `Class`	High correlation
`V14` is highly overall correlated with `Class`	High correlation
`V16` is highly overall correlated with `Class`	High correlation
`V17` is highly overall correlated with `Class`	High correlation
`V18` is highly overall correlated with `Class`	High correlation
`V21` is highly overall correlated with `V22`	High correlation
`V22` is highly overall correlated with `V21`	High correlation
`Amount` is highly overall correlated with `V2`	High correlation
`Class` is highly overall correlated with `V10` and 6 other fields	High correlation
`Class` is highly imbalanced (98.2%)	Imbalance

Reproduction

Analysis started	2023-06-16 08:44:00.007935
Analysis finished	2023-06-16 08:49:39.975103
Duration	5 minutes and 39.97 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

V1
Real number (ℝ)

Distinct	275653
Distinct (%)	96.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.7591113 × 10^-12

Minimum	-56.40751
Maximum	2.45493
Zeros	0
Zeros (%)	0.0%
Negative	141456
Negative (%)	49.7%
Memory size	2.2 MiB

Quantile statistics

Minimum	-56.40751
5-th percentile	-2.8991468
Q1	-0.92037338
median	0.018108799
Q3	1.3156417
95-th percentile	2.0812231
Maximum	2.45493
Range	58.86244
Interquartile range (IQR)	2.2360151

Descriptive statistics

Standard deviation	1.9586958
Coefficient of variation (CV)	1.1134576 × 10¹²
Kurtosis	32.486679
Mean	1.7591113 × 10^-12
Median Absolute Deviation (MAD)	1.1946854
Skewness	-3.2806673
Sum	5.0101198 × 10^-7
Variance	3.8364893
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.055797006	77	< 0.1%
1.245673819	77	< 0.1%
2.053311214	62	< 0.1%
1.302377965	60	< 0.1%
2.040211058	53	< 0.1%
2.085174876	48	< 0.1%
1.332849312	45	< 0.1%
1.01841182	40	< 0.1%
1.335053154	39	< 0.1%
1.315404172	36	< 0.1%
Other values (275643)	284270	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-56.40750963	1	< 0.1%
-46.8550472	1	< 0.1%
-41.92873752	1	< 0.1%
-40.47014184	1	< 0.1%
-40.0425375	1	< 0.1%
-37.55806711	1	< 0.1%
-37.05429492	1	< 0.1%
-36.80231991	1	< 0.1%
-36.51058317	1	< 0.1%
-35.90510491	1	< 0.1%

Value	Count	Frequency (%)
2.454929991	1	< 0.1%
2.45188849	1	< 0.1%
2.446504985	1	< 0.1%
2.439207481	1	< 0.1%
2.430506781	1	< 0.1%
2.422507732	1	< 0.1%
2.420346134	1	< 0.1%
2.420063784	1	< 0.1%
2.418801755	1	< 0.1%
2.41826698	1	< 0.1%

V2
Real number (ℝ)

Distinct	275655
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.5554552 × 10^-7

Minimum	-72.715728
Maximum	22.057729
Zeros	0
Zeros (%)	0.0%
Negative	134219
Negative (%)	47.1%
Memory size	2.2 MiB

Quantile statistics

Minimum	-72.715728
5-th percentile	-1.9719632
Q1	-0.59854759
median	0.06547639
Q3	0.80372202
95-th percentile	1.8085848
Maximum	22.057729
Range	94.773457
Interquartile range (IQR)	1.4022696

Descriptive statistics

Standard deviation	1.6513057
Coefficient of variation (CV)	-6461884.7
Kurtosis	95.773449
Mean	-2.5554552 × 10^-7
Median Absolute Deviation (MAD)	0.70275484
Skewness	-4.6248732
Sum	-0.072781408
Variance	2.7268105
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.326667773	77	< 0.1%
0.16697502	77	< 0.1%
0.089734648	62	< 0.1%
-0.606529308	60	< 0.1%
-0.146974975	53	< 0.1%
0.393050578	48	< 0.1%
0.389198249	45	< 0.1%
1.036663009	40	< 0.1%
0.331464026	39	< 0.1%
-0.033577086	36	< 0.1%
Other values (275645)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-72.71572756	1	< 0.1%
-63.34469832	1	< 0.1%
-60.46461766	1	< 0.1%
-50.38326913	1	< 0.1%
-48.06085602	1	< 0.1%
-47.42967628	1	< 0.1%
-45.60797256	1	< 0.1%
-44.63924472	1	< 0.1%
-42.17268752	1	< 0.1%
-40.97885223	1	< 0.1%

Value	Count	Frequency (%)
22.05772899	1	< 0.1%
21.46720299	1	< 0.1%
19.16723901	1	< 0.1%
18.90245284	1	< 0.1%
18.18362646	1	< 0.1%
17.93055045	1	< 0.1%
17.41864877	1	< 0.1%
16.71338924	1	< 0.1%
16.69783169	1	< 0.1%
16.4974719	4	< 0.1%

V3
Real number (ℝ)

Distinct	275657
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.9054607 × 10^-6

Minimum	-48.325589
Maximum	9.3825584
Zeros	0
Zeros (%)	0.0%
Negative	128163
Negative (%)	45.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	-48.325589
5-th percentile	-2.3897379
Q1	-0.89036136
median	0.17984839
Q3	1.0272025
95-th percentile	2.0626522
Maximum	9.3825584
Range	57.708148
Interquartile range (IQR)	1.9175639

Descriptive statistics

Standard deviation	1.5162598
Coefficient of variation (CV)	170261.8
Kurtosis	26.619153
Mean	8.9054607 × 10^-6
Median Absolute Deviation (MAD)	0.93563263
Skewness	-2.2401275
Sum	2.5363465
Variance	2.2990438
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-2.752040956	77	< 0.1%
0.488305743	77	< 0.1%
-1.681835669	62	< 0.1%
-0.681986193	60	< 0.1%
-2.955933665	53	< 0.1%
-4.508200532	48	< 0.1%
-2.165596605	45	< 0.1%
-1.689813707	40	< 0.1%
-2.057762777	39	< 0.1%
-1.089984306	36	< 0.1%
Other values (275647)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-48.32558936	1	< 0.1%
-33.68098402	1	< 0.1%
-32.96534576	1	< 0.1%
-32.45419819	1	< 0.1%
-31.81358595	1	< 0.1%
-31.10368482	1	< 0.1%
-30.55869682	1	< 0.1%
-30.17731746	4	< 0.1%
-30.01371249	1	< 0.1%
-29.46873209	1	< 0.1%

Value	Count	Frequency (%)
9.382558433	1	< 0.1%
4.22610848	1	< 0.1%
4.187810599	1	< 0.1%
4.101716178	1	< 0.1%
4.079167812	1	< 0.1%
4.069864781	1	< 0.1%
4.040465001	1	< 0.1%
4.029428319	1	< 0.1%
4.017561418	1	< 0.1%
3.985446047	1	< 0.1%

V4
Real number (ℝ)

Distinct	275654
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.8388931 × 10^-6

Minimum	-5.6831712
Maximum	16.875344
Zeros	0
Zeros (%)	0.0%
Negative	144105
Negative (%)	50.6%
Memory size	2.2 MiB

Quantile statistics

Minimum	-5.6831712
5-th percentile	-2.1956686
Q1	-0.84863873
median	-0.019844654
Q3	0.74335414
95-th percentile	2.566497
Maximum	16.875344
Range	22.558515
Interquartile range (IQR)	1.5919929

Descriptive statistics

Standard deviation	1.4158684
Coefficient of variation (CV)	292601.72
Kurtosis	2.6354311
Mean	4.8388931 × 10^-6
Median Absolute Deviation (MAD)	0.79991358
Skewness	0.6762829
Sum	1.3781555
Variance	2.0046835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.635321921	77	< 0.1%
-0.842316033	77	< 0.1%
0.45421196	62	< 0.1%
-1.904603396	60	< 0.1%
-0.578355979	53	< 0.1%
-0.311770683	48	< 0.1%
-0.306872624	45	< 0.1%
1.315475833	40	< 0.1%
-0.346175355	39	< 0.1%
-0.557087388	36	< 0.1%
Other values (275644)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.683171198	1	< 0.1%
-5.600607141	1	< 0.1%
-5.560117581	1	< 0.1%
-5.519697123	1	< 0.1%
-5.416315392	1	< 0.1%
-5.40167758	1	< 0.1%
-5.266508626	1	< 0.1%
-5.26306793	1	< 0.1%
-5.251491643	1	< 0.1%
-5.231827865	1	< 0.1%

Value	Count	Frequency (%)
16.87534403	1	< 0.1%
16.71553737	1	< 0.1%
16.49121717	1	< 0.1%
15.30418399	1	< 0.1%
13.1436681	1	< 0.1%
13.12914336	1	< 0.1%
12.69954199	1	< 0.1%
12.67275992	1	< 0.1%
12.15501612	1	< 0.1%
12.13232308	1	< 0.1%

V5
Real number (ℝ)

Distinct	275657
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.1878905 × 10^-6

Minimum	-113.74331
Maximum	34.801666
Zeros	0
Zeros (%)	0.0%
Negative	148929
Negative (%)	52.3%
Memory size	2.2 MiB

Quantile statistics

Minimum	-113.74331
5-th percentile	-1.7020147
Q1	-0.69159465
median	-0.054336207
Q3	0.61192623
95-th percentile	2.0989562
Maximum	34.801666
Range	148.54497
Interquartile range (IQR)	1.3035209

Descriptive statistics

Standard deviation	1.3802445
Coefficient of variation (CV)	-1161929
Kurtosis	206.9052
Mean	-1.1878905 × 10^-6
Median Absolute Deviation (MAD)	0.65152937
Skewness	-2.4259025
Sum	-0.33832072
Variance	1.9050748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.46307226	77	< 0.1%
-0.562776681	77	< 0.1%
0.298310371	62	< 0.1%
1.326623107	60	< 0.1%
2.609358271	53	< 0.1%
3.510116942	48	< 0.1%
2.641351251	45	< 0.1%
1.698436056	40	< 0.1%
2.583233822	39	< 0.1%
2.0299312	36	< 0.1%
Other values (275647)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-113.7433067	1	< 0.1%
-42.14789837	1	< 0.1%
-40.4277263	1	< 0.1%
-35.18212031	1	< 0.1%
-32.092129	1	< 0.1%
-31.3567501	1	< 0.1%
-29.73059986	1	< 0.1%
-28.81557695	1	< 0.1%
-28.36378524	1	< 0.1%
-27.75296366	1	< 0.1%

Value	Count	Frequency (%)
34.80166588	1	< 0.1%
34.09930934	1	< 0.1%
32.9114617	1	< 0.1%
31.45704605	1	< 0.1%
29.16217202	1	< 0.1%
29.01612354	1	< 0.1%
28.76267129	1	< 0.1%
28.51651308	1	< 0.1%
26.64769652	1	< 0.1%
25.60407727	1	< 0.1%

V6
Real number (ℝ)

Distinct	275652
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6235074 × 10^-6

Minimum	-26.160506
Maximum	73.301626
Zeros	0
Zeros (%)	0.0%
Negative	176633
Negative (%)	62.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	-26.160506
5-th percentile	-1.4067569
Q1	-0.76829538
median	-0.27418567
Q3	0.3985702
95-th percentile	3.1603806
Maximum	73.301626
Range	99.462131
Interquartile range (IQR)	1.1668656

Descriptive statistics

Standard deviation	1.332269
Coefficient of variation (CV)	820611.61
Kurtosis	42.642607
Mean	1.6235074 × 10^-6
Median Absolute Deviation (MAD)	0.55962852
Skewness	1.8265792
Sum	0.4623879
Variance	1.7749408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.011072616	77	< 0.1%
3.173856423	77	< 0.1%
-0.953526086	62	< 0.1%
3.436312447	60	< 0.1%
3.142641531	53	< 0.1%
2.45329922	48	< 0.1%
2.808083764	45	< 0.1%
0.528806549	40	< 0.1%
2.854101997	39	< 0.1%
2.762439585	36	< 0.1%
Other values (275642)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-26.16050594	1	< 0.1%
-23.49671393	1	< 0.1%
-21.92931229	1	< 0.1%
-21.24875162	1	< 0.1%
-20.86962619	1	< 0.1%
-20.36783638	1	< 0.1%
-20.05461547	1	< 0.1%
-19.99634854	1	< 0.1%
-17.92727412	1	< 0.1%
-17.57483526	1	< 0.1%

Value	Count	Frequency (%)
73.30162555	1	< 0.1%
23.91783713	1	< 0.1%
22.52929847	1	< 0.1%
21.55049619	1	< 0.1%
21.39306876	1	< 0.1%
21.30773787	1	< 0.1%
21.1901941	1	< 0.1%
20.37952437	1	< 0.1%
18.07203126	1	< 0.1%
17.0199344	1	< 0.1%

V7
Real number (ℝ)

Distinct	275651
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.4126312 × 10^-7

Minimum	-43.557242
Maximum	120.58949
Zeros	0
Zeros (%)	0.0%
Negative	135852
Negative (%)	47.7%
Memory size	2.2 MiB

Quantile statistics

Minimum	-43.557242
5-th percentile	-1.4344205
Q1	-0.55407173
median	0.040103462
Q3	0.57043086
95-th percentile	1.4076303
Maximum	120.58949
Range	164.14674
Interquartile range (IQR)	1.1245026

Descriptive statistics

Standard deviation	1.2370915
Coefficient of variation (CV)	1470516.7
Kurtosis	405.60874
Mean	8.4126312 × 10^-7
Median Absolute Deviation (MAD)	0.56186284
Skewness	2.5539094
Sum	0.23959847
Variance	1.5303954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.432125924	77	< 0.1%
0.014952661	77	< 0.1%
0.152002545	62	< 0.1%
-1.145126827	60	< 0.1%
-0.416882841	53	< 0.1%
0.220468581	48	< 0.1%
-0.171626636	45	< 0.1%
0.331714502	40	< 0.1%
-0.187547337	39	< 0.1%
-0.534993827	36	< 0.1%
Other values (275641)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-43.55724157	1	< 0.1%
-41.50679608	1	< 0.1%
-37.06031146	1	< 0.1%
-33.23932817	1	< 0.1%
-31.76494649	1	< 0.1%
-31.19732855	4	< 0.1%
-28.21511205	1	< 0.1%
-28.01129291	1	< 0.1%
-26.54814377	1	< 0.1%
-24.41948294	1	< 0.1%

Value	Count	Frequency (%)
120.5894939	1	< 0.1%
44.05446136	1	< 0.1%
36.87736827	1	< 0.1%
36.67726795	1	< 0.1%
34.30317686	1	< 0.1%
31.52724367	1	< 0.1%
30.8976664	1	< 0.1%
29.20586818	1	< 0.1%
28.50406537	1	< 0.1%
28.23952821	1	< 0.1%

V8
Real number (ℝ)

Distinct	275643
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4654197 × 10^-7

Minimum	-73.216718
Maximum	20.007208
Zeros	0
Zeros (%)	0.0%
Negative	135521
Negative (%)	47.6%
Memory size	2.2 MiB

Quantile statistics

Minimum	-73.216718
5-th percentile	-0.84214195
Q1	-0.20862891
median	0.022358219
Q3	0.32734586
95-th percentile	1.0499804
Maximum	20.007208
Range	93.223927
Interquartile range (IQR)	0.53597478

Descriptive statistics

Standard deviation	1.1943508
Coefficient of variation (CV)	3446482.4
Kurtosis	220.58776
Mean	3.4654197 × 10^-7
Median Absolute Deviation (MAD)	0.25896237
Skewness	-8.5219597
Sum	0.098697926
Variance	1.4264739
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.727706201	77	< 0.1%
-0.160210863	77	< 0.1%
-0.20707138	62	< 0.1%
0.959147262	60	< 0.1%
0.784392948	53	< 0.1%
0.543376801	48	< 0.1%
0.683351734	45	< 0.1%
0.364538762	40	< 0.1%
0.68515377	39	< 0.1%
0.808250098	36	< 0.1%
Other values (275633)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-73.21671846	1	< 0.1%
-50.94336887	1	< 0.1%
-50.68841936	1	< 0.1%
-50.42009006	1	< 0.1%
-41.48482251	1	< 0.1%
-41.04426092	1	< 0.1%
-39.68857108	1	< 0.1%
-39.26737777	1	< 0.1%
-38.98726274	1	< 0.1%
-38.75152521	1	< 0.1%

Value	Count	Frequency (%)
20.00720837	1	< 0.1%
19.58777262	1	< 0.1%
19.16832739	1	< 0.1%
18.74887195	1	< 0.1%
18.70925454	1	< 0.1%
18.32940553	1	< 0.1%
18.28216761	1	< 0.1%
17.94136306	1	< 0.1%
17.90357438	1	< 0.1%
17.57371241	1	< 0.1%

V9
Real number (ℝ)

Distinct	275656
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2773048 × 10^-6

Minimum	-13.434066
Maximum	15.594995
Zeros	0
Zeros (%)	0.0%
Negative	149455
Negative (%)	52.5%
Memory size	2.2 MiB

Quantile statistics

Minimum	-13.434066
5-th percentile	-1.7584224
Q1	-0.64309677
median	-0.051428017
Q3	0.59713835
95-th percentile	1.7807786
Maximum	15.594995
Range	29.029061
Interquartile range (IQR)	1.2402351

Descriptive statistics

Standard deviation	1.0986304
Coefficient of variation (CV)	860116.04
Kurtosis	3.7313265
Mean	1.2773048 × 10^-6
Median Absolute Deviation (MAD)	0.62026888
Skewness	0.55467706
Sum	0.36378663
Variance	1.2069887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.170361852	77	< 0.1%
0.60860587	77	< 0.1%
0.587335266	62	< 0.1%
1.671301564	60	< 0.1%
0.359902379	53	< 0.1%
-0.100433905	48	< 0.1%
-0.297962001	45	< 0.1%
-0.711797939	40	< 0.1%
-0.286614069	39	< 0.1%
-0.052724038	36	< 0.1%
Other values (275646)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13.43406632	1	< 0.1%
-13.32015469	1	< 0.1%
-11.12662352	1	< 0.1%
-10.84252587	1	< 0.1%
-9.481456334	1	< 0.1%
-9.462572605	4	< 0.1%
-9.283924512	1	< 0.1%
-8.9609217	1	< 0.1%
-8.739670371	1	< 0.1%
-8.630390306	1	< 0.1%

Value	Count	Frequency (%)
15.59499461	1	< 0.1%
10.39288882	1	< 0.1%
10.37065798	1	< 0.1%
10.3484067	1	< 0.1%
10.32613305	1	< 0.1%
10.31397373	1	< 0.1%
9.272375626	1	< 0.1%
9.234623452	1	< 0.1%
9.213022586	1	< 0.1%
9.125534903	1	< 0.1%

V10
Real number (ℝ)

Distinct	275646
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1879152 × 10^-7

Minimum	-24.588262
Maximum	23.745136
Zeros	0
Zeros (%)	0.0%
Negative	159922
Negative (%)	56.2%
Memory size	2.2 MiB

Quantile statistics

Minimum	-24.588262
5-th percentile	-1.3386356
Q1	-0.53542526
median	-0.092912704
Q3	0.45391266
95-th percentile	1.5485572
Maximum	23.745136
Range	48.333399
Interquartile range (IQR)	0.98933792

Descriptive statistics

Standard deviation	1.0888479
Coefficient of variation (CV)	3415548.4
Kurtosis	31.988359
Mean	3.1879152 × 10^-7
Median Absolute Deviation (MAD)	0.48008326
Skewness	1.1871418
Sum	0.090794374
Variance	1.1855897
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.044574589	77	< 0.1%
-0.07518617	77	< 0.1%
-0.362047348	62	< 0.1%
-1.02294603	60	< 0.1%
-0.351075101	53	< 0.1%
-1.0186222	48	< 0.1%
-0.6520966	45	< 0.1%
-1.57028828	40	< 0.1%
-0.535902735	39	< 0.1%
0.001148755	36	< 0.1%
Other values (275636)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-24.58826244	1	< 0.1%
-24.40318497	1	< 0.1%
-23.22825484	1	< 0.1%
-22.18708856	4	< 0.1%
-20.94919155	1	< 0.1%
-19.83614885	1	< 0.1%
-18.91324333	1	< 0.1%
-18.27116817	1	< 0.1%
-17.14151364	1	< 0.1%
-16.74604411	1	< 0.1%

Value	Count	Frequency (%)
23.74513612	1	< 0.1%
15.33174156	1	< 0.1%
15.24568569	1	< 0.1%
15.2360282	1	< 0.1%
13.81175777	1	< 0.1%
13.7273472	1	< 0.1%
13.6444596	1	< 0.1%
13.56015529	1	< 0.1%
13.24943301	1	< 0.1%
13.19822576	1	< 0.1%

V11
Real number (ℝ)

Distinct	275648
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.9367398 × 10^-6

Minimum	-4.7974735
Maximum	12.018913
Zeros	0
Zeros (%)	0.0%
Negative	145633
Negative (%)	51.1%
Memory size	2.2 MiB

Quantile statistics

Minimum	-4.7974735
5-th percentile	-1.5719011
Q1	-0.76249256
median	-0.032757459
Q3	0.73959193
95-th percentile	1.6140313
Maximum	12.018913
Range	16.816387
Interquartile range (IQR)	1.5020845

Descriptive statistics

Standard deviation	1.0207118
Coefficient of variation (CV)	-527025.75
Kurtosis	1.633931
Mean	-1.9367398 × 10^-6
Median Absolute Deviation (MAD)	0.75029288
Skewness	0.35651107
Sum	-0.551599
Variance	1.0418525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.063504458	77	< 0.1%
-0.356749018	77	< 0.1%
-0.58959804	62	< 0.1%
-0.191422973	60	< 0.1%
0.329650884	53	< 0.1%
0.807038107	48	< 0.1%
0.418002665	45	< 0.1%
3.463017821	40	< 0.1%
0.332848418	39	< 0.1%
-0.111087964	36	< 0.1%
Other values (275638)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.797473465	1	< 0.1%
-4.682930548	1	< 0.1%
-4.568390246	1	< 0.1%
-4.453852842	1	< 0.1%
-4.339318655	1	< 0.1%
-4.224788057	1	< 0.1%
-4.110261479	2	< 0.1%
-4.049894914	2	< 0.1%
-4.034717859	2	< 0.1%
-4.010267867	2	< 0.1%

Value	Count	Frequency (%)
12.01891318	1	< 0.1%
11.66920474	1	< 0.1%
11.61972348	1	< 0.1%
11.27792073	1	< 0.1%
11.22847028	1	< 0.1%
11.1524906	1	< 0.1%
11.02705909	1	< 0.1%
10.85301165	1	< 0.1%
10.54526295	1	< 0.1%
10.44684681	1	< 0.1%

V12
Real number (ℝ)

Distinct	275654
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.1691826 × 10^-6

Minimum	-18.683715
Maximum	7.8483921
Zeros	0
Zeros (%)	0.0%
Negative	121090
Negative (%)	42.5%
Memory size	2.2 MiB

Quantile statistics

Minimum	-18.683715
5-th percentile	-1.9671624
Q1	-0.40557769
median	0.14002886
Q3	0.61823697
95-th percentile	1.2430507
Maximum	7.8483921
Range	26.532107
Interquartile range (IQR)	1.0238147

Descriptive statistics

Standard deviation	0.99920031
Coefficient of variation (CV)	-460634.48
Kurtosis	20.24187
Mean	-2.1691826 × 10^-6
Median Absolute Deviation (MAD)	0.50756241
Skewness	-2.2783947
Sum	-0.61780056
Variance	0.99840125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.073459517	77	< 0.1%
0.350563573	77	< 0.1%
-0.174712053	62	< 0.1%
0.631027341	60	< 0.1%
0.183508121	53	< 0.1%
-0.330547628	48	< 0.1%
-0.322436924	45	< 0.1%
0.538411363	40	< 0.1%
-0.268318739	39	< 0.1%
0.073656515	36	< 0.1%
Other values (275644)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18.68371463	1	< 0.1%
-18.55369701	1	< 0.1%
-18.43113103	1	< 0.1%
-18.04759657	1	< 0.1%
-17.76914346	1	< 0.1%
-17.63160631	1	< 0.1%
-17.22866224	1	< 0.1%
-17.18291843	2	< 0.1%
-17.15040525	1	< 0.1%
-17.13130095	1	< 0.1%

Value	Count	Frequency (%)
7.848392076	1	< 0.1%
4.846452409	1	< 0.1%
4.574082241	1	< 0.1%
4.472920584	1	< 0.1%
4.406338221	1	< 0.1%
4.403898555	1	< 0.1%
4.31807084	1	< 0.1%
4.317588992	1	< 0.1%
4.299511253	1	< 0.1%
4.293341845	1	< 0.1%

V13
Real number (ℝ)

Distinct	275657
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.4809052 × 10^-6

Minimum	-5.7918812
Maximum	7.126883
Zeros	0
Zeros (%)	0.0%
Negative	144124
Negative (%)	50.6%
Memory size	2.2 MiB

Quantile statistics

Minimum	-5.7918812
5-th percentile	-1.639729
Q1	-0.64854482
median	-0.013572616
Q3	0.66250415
95-th percentile	1.607877
Maximum	7.126883
Range	12.918764
Interquartile range (IQR)	1.311049

Descriptive statistics

Standard deviation	0.99527422
Coefficient of variation (CV)	-285923.97
Kurtosis	0.19529311
Mean	-3.4809052 × 10^-6
Median Absolute Deviation (MAD)	0.65532092
Skewness	0.065240254
Sum	-0.99138964
Variance	0.99057077
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.517759694	77	< 0.1%
-0.141238322	77	< 0.1%
-0.621127061	62	< 0.1%
0.03190727	60	< 0.1%
-0.272918545	53	< 0.1%
-0.531418652	48	< 0.1%
-0.143469155	45	< 0.1%
-0.378095385	40	< 0.1%
-0.127614196	39	< 0.1%
0.04128483	36	< 0.1%
Other values (275647)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.791881206	1	< 0.1%
-4.008639792	1	< 0.1%
-3.961757536	1	< 0.1%
-3.888606286	1	< 0.1%
-3.881106249	1	< 0.1%
-3.848943149	1	< 0.1%
-3.844973612	1	< 0.1%
-3.835617838	1	< 0.1%
-3.816447623	1	< 0.1%
-3.808723988	1	< 0.1%

Value	Count	Frequency (%)
7.126882959	1	< 0.1%
4.569008959	1	< 0.1%
4.469566192	1	< 0.1%
4.465413177	1	< 0.1%
4.369998379	1	< 0.1%
4.316156232	1	< 0.1%
4.262850926	1	< 0.1%
4.099351905	1	< 0.1%
4.044577086	1	< 0.1%
3.951390651	1	< 0.1%

V14
Real number (ℝ)

Distinct	275653
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.0925585 × 10^-6

Minimum	-19.214325
Maximum	10.526766
Zeros	0
Zeros (%)	0.0%
Negative	133763
Negative (%)	47.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	-19.214325
5-th percentile	-1.4393442
Q1	-0.42556737
median	0.050593794
Q3	0.4931497
95-th percentile	1.3936512
Maximum	10.526766
Range	29.741092
Interquartile range (IQR)	0.91871707

Descriptive statistics

Standard deviation	0.95859411
Coefficient of variation (CV)	-877384.71
Kurtosis	23.879527
Mean	-1.0925585 × 10^-6
Median Absolute Deviation (MAD)	0.45811319
Skewness	-1.9951749
Sum	-0.3111694
Variance	0.91890266
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.690971618	77	< 0.1%
0.406968934	77	< 0.1%
-0.703512784	62	< 0.1%
-0.031425381	60	< 0.1%
-0.597436665	53	< 0.1%
-2.181448825	48	< 0.1%
-1.154524296	45	< 0.1%
-3.04549518	40	< 0.1%
-0.868299961	39	< 0.1%
0.425500485	36	< 0.1%
Other values (275643)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.21432549	1	< 0.1%
-18.82208674	1	< 0.1%
-18.49377336	1	< 0.1%
-18.3920915	1	< 0.1%
-18.04999769	1	< 0.1%
-17.72163835	1	< 0.1%
-17.62063435	1	< 0.1%
-17.47592128	1	< 0.1%
-17.23020216	1	< 0.1%
-16.33759594	1	< 0.1%

Value	Count	Frequency (%)
10.52676605	1	< 0.1%
7.754598748	1	< 0.1%
7.692208544	1	< 0.1%
7.667725751	1	< 0.1%
7.518402781	1	< 0.1%
7.439565532	1	< 0.1%
7.421943853	1	< 0.1%
7.293225596	1	< 0.1%
7.234248879	1	< 0.1%
7.187926027	1	< 0.1%

V15
Real number (ℝ)

Distinct	275653
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.1549704 × 10^-6

Minimum	-4.4989447
Maximum	8.8777416
Zeros	0
Zeros (%)	0.0%
Negative	136234
Negative (%)	47.8%
Memory size	2.2 MiB

Quantile statistics

Minimum	-4.4989447
5-th percentile	-1.5931996
Q1	-0.58288322
median	0.048074161
Q3	0.64882415
95-th percentile	1.3731034
Maximum	8.8777416
Range	13.376686
Interquartile range (IQR)	1.2317074

Descriptive statistics

Standard deviation	0.91531854
Coefficient of variation (CV)	177560.39
Kurtosis	0.28475146
Mean	5.1549704 × 10^-6
Median Absolute Deviation (MAD)	0.61550247
Skewness	-0.30842175
Sum	1.4681768
Variance	0.83780803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.275257039	77	< 0.1%
1.124146923	77	< 0.1%
0.27195661	62	< 0.1%
1.446626976	60	< 0.1%
0.58389681	53	< 0.1%
0.388724083	48	< 0.1%
1.157633714	45	< 0.1%
1.468911143	40	< 0.1%
1.128538982	39	< 0.1%
1.24527653	36	< 0.1%
Other values (275643)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.498944677	1	< 0.1%
-4.391307068	1	< 0.1%
-4.19932125	1	< 0.1%
-4.196619695	1	< 0.1%
-4.15253176	1	< 0.1%
-4.097947131	1	< 0.1%
-4.092344269	1	< 0.1%
-4.025373127	1	< 0.1%
-4.005558002	1	< 0.1%
-3.936008084	1	< 0.1%

Value	Count	Frequency (%)
8.877741598	1	< 0.1%
5.825654319	1	< 0.1%
5.78451389	1	< 0.1%
5.720478632	1	< 0.1%
5.685899052	1	< 0.1%
5.667667171	1	< 0.1%
5.501116596	1	< 0.1%
5.126187082	1	< 0.1%
4.97005728	1	< 0.1%
4.858397949	1	< 0.1%

V16
Real number (ℝ)

Distinct	275645
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6516411 × 10^-6

Minimum	-14.129855
Maximum	17.315112
Zeros	0
Zeros (%)	0.0%
Negative	132553
Negative (%)	46.5%
Memory size	2.2 MiB

Quantile statistics

Minimum	-14.129855
5-th percentile	-1.4916624
Q1	-0.46805749
median	0.066407898
Q3	0.52329272
95-th percentile	1.3252516
Maximum	17.315112
Range	31.444966
Interquartile range (IQR)	0.99135021

Descriptive statistics

Standard deviation	0.87625179
Coefficient of variation (CV)	-530534.03
Kurtosis	10.419143
Mean	-1.6516411 × 10^-6
Median Absolute Deviation (MAD)	0.49260005
Skewness	-1.1009614
Sum	-0.47040059
Variance	0.7678172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.371962125	77	< 0.1%
0.342469754	77	< 0.1%
0.318688063	62	< 0.1%
-0.121820379	60	< 0.1%
0.178675836	53	< 0.1%
0.232071378	48	< 0.1%
0.878174918	45	< 0.1%
-0.029741514	40	< 0.1%
0.786506054	39	< 0.1%
0.640367513	36	< 0.1%
Other values (275635)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.12985452	1	< 0.1%
-13.56327296	1	< 0.1%
-13.30388758	1	< 0.1%
-13.25683309	1	< 0.1%
-13.25154198	1	< 0.1%
-12.6752689	1	< 0.1%
-12.66169572	2	< 0.1%
-12.44856234	1	< 0.1%
-12.43227914	1	< 0.1%
-12.42796136	1	< 0.1%

Value	Count	Frequency (%)
17.31511152	1	< 0.1%
8.28988956	1	< 0.1%
7.059131811	1	< 0.1%
6.442797901	1	< 0.1%
6.351853498	1	< 0.1%
6.098529451	1	< 0.1%
5.998262879	1	< 0.1%
5.720320216	1	< 0.1%
5.600122947	1	< 0.1%
5.562387814	1	< 0.1%

V17
Real number (ℝ)

Distinct	275646
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.3021495 × 10^-7

Minimum	-25.162799
Maximum	9.2535263
Zeros	0
Zeros (%)	0.0%
Negative	153635
Negative (%)	53.9%
Memory size	2.2 MiB

Quantile statistics

Minimum	-25.162799
5-th percentile	-0.98300304
Q1	-0.48374689
median	-0.065672716
Q3	0.39967413
95-th percentile	1.2746063
Maximum	9.2535263
Range	34.416326
Interquartile range (IQR)	0.88342103

Descriptive statistics

Standard deviation	0.84933566
Coefficient of variation (CV)	1163131
Kurtosis	94.800035
Mean	7.3021495 × 10^-7
Median Absolute Deviation (MAD)	0.43931039
Skewness	-3.8449225
Sum	0.20797106
Variance	0.72137107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.601956803	77	< 0.1%
-0.37465644	77	< 0.1%
0.549365129	62	< 0.1%
-0.651405237	60	< 0.1%
0.473898278	53	< 0.1%
2.125021883	48	< 0.1%
0.53691752	45	< 0.1%
3.664588481	40	< 0.1%
0.316435261	39	< 0.1%
-1.072084985	36	< 0.1%
Other values (275636)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25.16279937	1	< 0.1%
-24.01909855	1	< 0.1%
-23.81563583	1	< 0.1%
-23.24159715	1	< 0.1%
-22.88399858	1	< 0.1%
-22.66790541	1	< 0.1%
-22.60886819	1	< 0.1%
-22.54165173	1	< 0.1%
-21.90649322	1	< 0.1%
-21.71018765	1	< 0.1%

Value	Count	Frequency (%)
9.25352625	1	< 0.1%
9.207058535	1	< 0.1%
8.538195139	1	< 0.1%
7.893392532	1	< 0.1%
7.766636363	1	< 0.1%
7.733456284	1	< 0.1%
7.611861523	1	< 0.1%
7.573522625	1	< 0.1%
7.454784638	1	< 0.1%
7.413594144	1	< 0.1%

V18
Real number (ℝ)

Distinct	275655
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.0554763 × 10^-8

Minimum	-9.4987459
Maximum	5.0410692
Zeros	0
Zeros (%)	0.0%
Negative	142942
Negative (%)	50.2%
Memory size	2.2 MiB

Quantile statistics

Minimum	-9.4987459
5-th percentile	-1.3580918
Q1	-0.4988498
median	-0.00363479
Q3	0.5008053
95-th percentile	1.3943904
Maximum	5.0410692
Range	14.539815
Interquartile range (IQR)	0.9996551

Descriptive statistics

Standard deviation	0.83817474
Coefficient of variation (CV)	9255998.4
Kurtosis	2.5783605
Mean	9.0554763 × 10^-8
Median Absolute Deviation (MAD)	0.49912301
Skewness	-0.25988105
Sum	0.025790721
Variance	0.70253689
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.438992432	77	< 0.1%
-0.052640146	77	< 0.1%
-0.257785858	62	< 0.1%
0.617970477	60	< 0.1%
-0.498849799	53	< 0.1%
0.405548674	48	< 0.1%
0.712873013	45	< 0.1%
-0.105189589	40	< 0.1%
0.587856253	39	< 0.1%
-0.0686981	36	< 0.1%
Other values (275645)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.498745921	1	< 0.1%
-9.335193079	1	< 0.1%
-9.287832214	1	< 0.1%
-9.264608733	1	< 0.1%
-9.170557219	1	< 0.1%
-9.090892061	1	< 0.1%
-9.042845151	1	< 0.1%
-8.859451925	1	< 0.1%
-8.829819766	1	< 0.1%
-8.668815197	1	< 0.1%

Value	Count	Frequency (%)
5.041069185	1	< 0.1%
4.712397566	1	< 0.1%
4.295648234	1	< 0.1%
4.243841213	1	< 0.1%
4.199591107	1	< 0.1%
4.115559919	1	< 0.1%
4.093439956	1	< 0.1%
4.079390035	1	< 0.1%
4.071328562	1	< 0.1%
4.054462468	1	< 0.1%

V19
Real number (ℝ)

Distinct	275645
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4184755 × 10^-6

Minimum	-7.2135274
Maximum	5.5919714
Zeros	0
Zeros (%)	0.0%
Negative	141804
Negative (%)	49.8%
Memory size	2.2 MiB

Quantile statistics

Minimum	-7.2135274
5-th percentile	-1.356259
Q1	-0.45629485
median	0.0037365775
Q3	0.45894851
95-th percentile	1.2861644
Maximum	5.5919714
Range	12.805499
Interquartile range (IQR)	0.91524336

Descriptive statistics

Standard deviation	0.81403942
Coefficient of variation (CV)	573883.33
Kurtosis	1.7249777
Mean	1.4184755 × 10^-6
Median Absolute Deviation (MAD)	0.45770468
Skewness	0.10918701
Sum	0.40399316
Variance	0.66266018
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.330590448	77	< 0.1%
-0.116090785	77	< 0.1%
0.016256128	62	< 0.1%
0.927600045	60	< 0.1%
-0.140098685	53	< 0.1%
-0.440929512	48	< 0.1%
0.006773555	45	< 0.1%
-2.097944321	40	< 0.1%
0.049350083	39	< 0.1%
0.271314885	36	< 0.1%
Other values (275635)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.21352743	1	< 0.1%
-6.938297318	1	< 0.1%
-4.932733055	1	< 0.1%
-4.676092279	1	< 0.1%
-4.619034342	1	< 0.1%
-4.575940864	1	< 0.1%
-4.539839957	1	< 0.1%
-4.42194397	1	< 0.1%
-4.395282985	1	< 0.1%
-4.392420909	1	< 0.1%

Value	Count	Frequency (%)
5.591971427	1	< 0.1%
5.572113327	1	< 0.1%
5.501747214	1	< 0.1%
5.22834179	1	< 0.1%
4.891062441	1	< 0.1%
4.851255137	1	< 0.1%
4.801122553	1	< 0.1%
4.727189814	1	< 0.1%
4.715141671	1	< 0.1%
4.703263246	1	< 0.1%

V20
Real number (ℝ)

Distinct	275632
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.8274417 × 10^-7

Minimum	-54.49772
Maximum	39.420904
Zeros	0
Zeros (%)	0.0%
Negative	169130
Negative (%)	59.4%
Memory size	2.2 MiB

Quantile statistics

Minimum	-54.49772
5-th percentile	-0.55843392
Q1	-0.21172118
median	-0.062480907
Q3	0.13304735
95-th percentile	0.83614003
Maximum	39.420904
Range	93.918625
Interquartile range (IQR)	0.34476853

Descriptive statistics

Standard deviation	0.77092382
Coefficient of variation (CV)	873326.43
Kurtosis	271.01688
Mean	8.8274417 × 10^-7
Median Absolute Deviation (MAD)	0.16870186
Skewness	-2.037161
Sum	0.2514126
Variance	0.59432353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.180370119	77	< 0.1%
-0.132079724	77	< 0.1%
-0.187420788	62	< 0.1%
0.005756655	60	< 0.1%
-0.120714034	53	< 0.1%
-0.08698933	48	< 0.1%
0.053607119	45	< 0.1%
-0.167555416	40	< 0.1%
0.045217441	39	< 0.1%
0.156089011	36	< 0.1%
Other values (275622)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-54.49772049	1	< 0.1%
-28.00963533	1	< 0.1%
-25.22234524	1	< 0.1%
-23.64689033	1	< 0.1%
-23.42017257	1	< 0.1%
-22.8385483	1	< 0.1%
-21.96489828	1	< 0.1%
-21.53382174	1	< 0.1%
-21.38712193	1	< 0.1%
-21.02827171	1	< 0.1%

Value	Count	Frequency (%)
39.42090425	1	< 0.1%
38.11720913	1	< 0.1%
26.23739079	1	< 0.1%
24.13389419	1	< 0.1%
23.64909457	1	< 0.1%
23.64341694	1	< 0.1%
19.74645308	1	< 0.1%
17.8852382	1	< 0.1%
17.81950743	1	< 0.1%
17.2818589	1	< 0.1%

V21
Real number (ℝ)

Distinct	275617
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.4277952 × 10^-8

Minimum	-34.830382
Maximum	27.202839
Zeros	0
Zeros (%)	0.0%
Negative	153197
Negative (%)	53.8%
Memory size	2.2 MiB

Quantile statistics

Minimum	-34.830382
5-th percentile	-0.50467207
Q1	-0.22839247
median	-0.029447636
Q3	0.18637366
95-th percentile	0.53786752
Maximum	27.202839
Range	62.033221
Interquartile range (IQR)	0.41476613

Descriptive statistics

Standard deviation	0.73452273
Coefficient of variation (CV)	-11427289
Kurtosis	207.28778
Mean	-6.4277952 × 10^-8
Median Absolute Deviation (MAD)	0.20638164
Skewness	3.5929978
Sum	-0.018306875
Variance	0.53952363
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.262580846	77	< 0.1%
0.269764951	77	< 0.1%
-0.361158037	62	< 0.1%
-0.064208281	60	< 0.1%
-0.352333801	53	< 0.1%
-0.067216661	48	< 0.1%
-0.207432404	45	< 0.1%
-0.040237593	40	< 0.1%
-0.191819983	39	< 0.1%
-0.313307445	36	< 0.1%
Other values (275607)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-34.83038214	1	< 0.1%
-22.88934704	1	< 0.1%
-22.79760391	1	< 0.1%
-22.75753986	1	< 0.1%
-22.6656846	1	< 0.1%
-21.62011965	1	< 0.1%
-21.45373628	1	< 0.1%
-20.26205434	1	< 0.1%
-18.63291855	1	< 0.1%
-18.6030882	1	< 0.1%

Value	Count	Frequency (%)
27.20283916	6	< 0.1%
22.61488937	1	< 0.1%
22.59954336	1	< 0.1%
22.58898947	1	< 0.1%
22.58067527	1	< 0.1%
22.57971423	1	< 0.1%
22.56568024	1	< 0.1%
21.89972377	1	< 0.1%
20.0637858	1	< 0.1%
19.33082993	1	< 0.1%

V22
Real number (ℝ)

Distinct	275644
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.7552531 × 10^-7

Minimum	-10.933144
Maximum	10.50309
Zeros	0
Zeros (%)	0.0%
Negative	141402
Negative (%)	49.6%
Memory size	2.2 MiB

Quantile statistics

Minimum	-10.933144
5-th percentile	-1.081891
Q1	-0.54234931
median	0.0067865075
Q3	0.52855286
95-th percentile	1.1289868
Maximum	10.50309
Range	21.436234
Interquartile range (IQR)	1.0709022

Descriptive statistics

Standard deviation	0.72570047
Coefficient of variation (CV)	743907.37
Kurtosis	2.8329822
Mean	9.7552531 × 10^-7
Median Absolute Deviation (MAD)	0.53649314
Skewness	-0.21326167
Sum	0.27783741
Variance	0.52664118
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.844626647	77	< 0.1%
-0.816263763	77	< 0.1%
-0.984261949	62	< 0.1%
-0.080587077	60	< 0.1%
-0.996936775	53	< 0.1%
-0.072641599	48	< 0.1%
-0.692416684	45	< 0.1%
0.096171574	40	< 0.1%
-0.650117796	39	< 0.1%
0.250885695	36	< 0.1%
Other values (275634)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.9331437	1	< 0.1%
-9.499422964	1	< 0.1%
-8.887017141	6	< 0.1%
-8.593641565	1	< 0.1%
-8.55580793	1	< 0.1%
-8.527144872	1	< 0.1%
-8.483441127	1	< 0.1%
-8.454599243	1	< 0.1%
-8.420245605	1	< 0.1%
-8.245481399	1	< 0.1%

Value	Count	Frequency (%)
10.50309009	1	< 0.1%
8.361985192	1	< 0.1%
8.316275439	1	< 0.1%
8.272232984	1	< 0.1%
7.357255162	1	< 0.1%
7.248762607	1	< 0.1%
7.220157654	1	< 0.1%
7.057496403	1	< 0.1%
6.790452189	1	< 0.1%
6.090513506	1	< 0.1%

V23
Real number (ℝ)

Distinct	275611
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.8789004 × 10^-7

Minimum	-44.807735
Maximum	22.528412
Zeros	0
Zeros (%)	0.0%
Negative	148401
Negative (%)	52.1%
Memory size	2.2 MiB

Quantile statistics

Minimum	-44.807735
5-th percentile	-0.47224624
Q1	-0.16184632
median	-0.011195728
Q3	0.14764206
95-th percentile	0.48801394
Maximum	22.528412
Range	67.336147
Interquartile range (IQR)	0.30948838

Descriptive statistics

Standard deviation	0.62445923
Coefficient of variation (CV)	-1609887.3
Kurtosis	440.0901
Mean	-3.8789004 × 10^-7
Median Absolute Deviation (MAD)	0.15449389
Skewness	-5.8751478
Sum	-0.11047419
Variance	0.38994933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.140304302	77	< 0.1%
0.020674668	77	< 0.1%
0.354198094	62	< 0.1%
-0.072991079	60	< 0.1%
0.363484906	53	< 0.1%
-0.036584283	48	< 0.1%
-0.118597512	45	< 0.1%
-0.09254897	40	< 0.1%
-0.114069464	39	< 0.1%
0.103796606	36	< 0.1%
Other values (275601)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-44.8077352	1	< 0.1%
-36.66600007	1	< 0.1%
-32.828995	1	< 0.1%
-30.26972001	1	< 0.1%
-27.53364329	1	< 0.1%
-27.21543637	1	< 0.1%
-26.75111866	1	< 0.1%
-26.42974136	1	< 0.1%
-25.35674425	1	< 0.1%
-23.22201631	1	< 0.1%

Value	Count	Frequency (%)
22.52841169	1	< 0.1%
22.08354487	1	< 0.1%
20.8033441	1	< 0.1%
19.22816908	1	< 0.1%
19.00294182	1	< 0.1%
18.94673404	1	< 0.1%
18.36447227	1	< 0.1%
17.7684618	1	< 0.1%
17.75173056	1	< 0.1%
17.60663686	1	< 0.1%

V24
Real number (ℝ)

Distinct	275645
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3499513 × 10^-7

Minimum	-2.8366269
Maximum	4.5845491
Zeros	0
Zeros (%)	0.0%
Negative	127732
Negative (%)	44.8%
Memory size	2.2 MiB

Quantile statistics

Minimum	-2.8366269
5-th percentile	-1.1436618
Q1	-0.35458277
median	0.040976712
Q3	0.43952623
95-th percentile	0.866357
Maximum	4.5845491
Range	7.4211761
Interquartile range (IQR)	0.794109

Descriptive statistics

Standard deviation	0.60564602
Coefficient of variation (CV)	2577270.5
Kurtosis	0.61888405
Mean	2.3499513 × 10^-7
Median Absolute Deviation (MAD)	0.39713856
Skewness	-0.55250139
Sum	0.066928492
Variance	0.3668071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.357827249	77	< 0.1%
0.726211884	77	< 0.1%
0.620709339	62	< 0.1%
1.01813597	60	< 0.1%
0.60482657	53	< 0.1%
0.529692768	48	< 0.1%
0.891479668	45	< 0.1%
-1.345663706	40	< 0.1%
0.9159356	39	< 0.1%
1.00995228	36	< 0.1%
Other values (275635)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.836626919	1	< 0.1%
-2.824848903	1	< 0.1%
-2.822683592	1	< 0.1%
-2.822383969	1	< 0.1%
-2.814897636	1	< 0.1%
-2.807896962	1	< 0.1%
-2.790479323	1	< 0.1%
-2.78961381	1	< 0.1%
-2.776600389	1	< 0.1%
-2.775669771	1	< 0.1%

Value	Count	Frequency (%)
4.584549137	1	< 0.1%
4.02286589	1	< 0.1%
4.016341817	1	< 0.1%
4.014444385	1	< 0.1%
3.998293678	1	< 0.1%
3.99064595	1	< 0.1%
3.979636646	1	< 0.1%
3.962197343	1	< 0.1%
3.957012821	1	< 0.1%
3.951679291	1	< 0.1%

V25
Real number (ℝ)

Distinct	275640
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5131864 × 10^-7

Minimum	-10.295397
Maximum	7.5195887
Zeros	0
Zeros (%)	0.0%
Negative	139302
Negative (%)	48.9%
Memory size	2.2 MiB

Quantile statistics

Minimum	-10.295397
5-th percentile	-0.82502558
Q1	-0.31714408
median	0.016595743
Q3	0.35071549
95-th percentile	0.76069662
Maximum	7.5195887
Range	17.814986
Interquartile range (IQR)	0.66785957

Descriptive statistics

Standard deviation	0.52127721
Coefficient of variation (CV)	1155009.3
Kurtosis	4.2904362
Mean	4.5131864 × 10^-7
Median Absolute Deviation (MAD)	0.33396182
Skewness	-0.41579573
Sum	0.12853916
Variance	0.27172993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.366624307	77	< 0.1%
0.186422946	77	< 0.1%
-0.297137876	62	< 0.1%
0.663574772	60	< 0.1%
-0.264559586	53	< 0.1%
0.414685142	48	< 0.1%
0.730240364	45	< 0.1%
0.510304957	40	< 0.1%
0.73007304	39	< 0.1%
0.23373018	36	< 0.1%
Other values (275630)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.29539707	1	< 0.1%
-8.69662677	1	< 0.1%
-7.495741104	1	< 0.1%
-7.081325346	1	< 0.1%
-7.025783182	1	< 0.1%
-6.712623728	1	< 0.1%
-6.429333989	1	< 0.1%
-6.035054268	1	< 0.1%
-5.7852551	1	< 0.1%
-5.785209207	1	< 0.1%

Value	Count	Frequency (%)
7.519588679	1	< 0.1%
6.070850384	1	< 0.1%
5.852483571	1	< 0.1%
5.826159035	1	< 0.1%
5.541597595	1	< 0.1%
5.525092704	1	< 0.1%
5.521139565	1	< 0.1%
5.473885357	1	< 0.1%
5.376594958	1	< 0.1%
4.881207473	1	< 0.1%

V26
Real number (ℝ)

Distinct	275647
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.6400875 × 10^-7

Minimum	-2.6045506
Maximum	3.5173456
Zeros	0
Zeros (%)	0.0%
Negative	151721
Negative (%)	53.3%
Memory size	2.2 MiB

Quantile statistics

Minimum	-2.6045506
5-th percentile	-0.69734787
Q1	-0.32698137
median	-0.052141678
Q3	0.24094972
95-th percentile	0.92091543
Maximum	3.5173456
Range	6.1218962
Interquartile range (IQR)	0.56793109

Descriptive statistics

Standard deviation	0.4822263
Coefficient of variation (CV)	-726234.85
Kurtosis	0.91901856
Mean	-6.6400875 × 10^-7
Median Absolute Deviation (MAD)	0.28044523
Skewness	0.57669708
Sum	-0.189115
Variance	0.2325422
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.096544471	77	< 0.1%
-0.398827515	77	< 0.1%
0.166735634	62	< 0.1%
-0.671322844	60	< 0.1%
0.219670647	53	< 0.1%
0.735869652	48	< 0.1%
0.384013446	45	< 0.1%
-0.182673523	40	< 0.1%
0.383879418	39	< 0.1%
0.110373549	36	< 0.1%
Other values (275637)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.604550553	1	< 0.1%
-2.534329721	1	< 0.1%
-2.24162029	1	< 0.1%
-2.068560869	1	< 0.1%
-1.855355338	1	< 0.1%
-1.778061476	1	< 0.1%
-1.77357484	1	< 0.1%
-1.732917021	1	< 0.1%
-1.73200827	1	< 0.1%
-1.726927874	1	< 0.1%

Value	Count	Frequency (%)
3.517345612	1	< 0.1%
3.463245654	1	< 0.1%
3.415636243	1	< 0.1%
3.220178375	1	< 0.1%
3.155327473	1	< 0.1%
3.122747439	1	< 0.1%
3.119294529	1	< 0.1%
3.118588477	1	< 0.1%
3.116200102	1	< 0.1%
3.087444274	1	< 0.1%

V27
Real number (ℝ)

Distinct	275597
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6894513 × 10^-7

Minimum	-22.565679
Maximum	31.612198
Zeros	0
Zeros (%)	0.0%
Negative	141004
Negative (%)	49.5%
Memory size	2.2 MiB

Quantile statistics

Minimum	-22.565679
5-th percentile	-0.41524553
Q1	-0.070839451
median	0.0013422435
Q3	0.091046495
95-th percentile	0.38774605
Maximum	31.612198
Range	54.177877
Interquartile range (IQR)	0.16188595

Descriptive statistics

Standard deviation	0.40363186
Coefficient of variation (CV)	860723
Kurtosis	244.98993
Mean	4.6894513 × 10^-7
Median Absolute Deviation (MAD)	0.078261709
Skewness	-1.1702137
Sum	0.13355933
Variance	0.16291868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.035866315	77	< 0.1%
0.027735122	77	< 0.1%
-0.06829901	62	< 0.1%
0.096800945	60	< 0.1%
-0.039209452	53	< 0.1%
-0.058232768	48	< 0.1%
-0.028465272	45	< 0.1%
0.107058302	40	< 0.1%
-0.031902304	39	< 0.1%
0.241305213	36	< 0.1%
Other values (275587)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-22.56567932	1	< 0.1%
-9.895244048	1	< 0.1%
-9.845807693	1	< 0.1%
-9.793567905	1	< 0.1%
-9.544855375	1	< 0.1%
-9.543518336	1	< 0.1%
-9.390979796	1	< 0.1%
-8.878665148	2	< 0.1%
-8.839765802	2	< 0.1%
-8.703067823	1	< 0.1%

Value	Count	Frequency (%)
31.61219811	1	< 0.1%
12.15240111	1	< 0.1%
11.13573984	1	< 0.1%
10.50788435	1	< 0.1%
10.13559735	1	< 0.1%
9.879903026	1	< 0.1%
9.200882567	1	< 0.1%
8.932638749	1	< 0.1%
8.70897234	1	< 0.1%
8.254375597	1	< 0.1%

V28
Real number (ℝ)

Distinct	275558
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-7.3923679 × 10^-8

Minimum	-15.430084
Maximum	33.847808
Zeros	0
Zeros (%)	0.0%
Negative	125889
Negative (%)	44.2%
Memory size	2.2 MiB

Quantile statistics

Minimum	-15.430084
5-th percentile	-0.31784311
Q1	-0.052959631
median	0.011243813
Q3	0.078279484
95-th percentile	0.25608927
Maximum	33.847808
Range	49.277892
Interquartile range (IQR)	0.13123912

Descriptive statistics

Standard deviation	0.33008269
Coefficient of variation (CV)	-4465182.1
Kurtosis	933.40077
Mean	-7.3923679 × 10^-8
Median Absolute Deviation (MAD)	0.06516522
Skewness	11.192111
Sum	-0.021054055
Variance	0.10895458
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.060282151	77	< 0.1%
0.018494573	77	< 0.1%
-0.029584703	62	< 0.1%
0.028696878	60	< 0.1%
-0.042786955	53	< 0.1%
-0.02665762	48	< 0.1%
0.036123309	45	< 0.1%
0.071818003	40	< 0.1%
0.029849341	39	< 0.1%
-0.020358638	36	< 0.1%
Other values (275548)	284271	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15.43008391	1	< 0.1%
-11.71089564	1	< 0.1%
-9.617915452	1	< 0.1%
-8.6565699	1	< 0.1%
-8.478685643	1	< 0.1%
-8.464609243	1	< 0.1%
-8.424041001	1	< 0.1%
-8.412266628	1	< 0.1%
-8.364853332	1	< 0.1%
-8.33812262	1	< 0.1%

Value	Count	Frequency (%)
33.84780782	1	< 0.1%
22.62007222	1	< 0.1%
16.12960914	1	< 0.1%
15.94215098	1	< 0.1%
15.87047405	1	< 0.1%
15.86672079	1	< 0.1%
15.7696356	1	< 0.1%
15.7268066	1	< 0.1%
15.64913396	1	< 0.1%
15.63268866	1	< 0.1%

Amount
Real number (ℝ)

Distinct	32767
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.349834

Minimum	0
Maximum	25691.16
Zeros	1825
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.92
Q1	5.6
median	22
Q3	77.17
95-th percentile	365
Maximum	25691.16
Range	25691.16
Interquartile range (IQR)	71.57

Descriptive statistics

Standard deviation	250.1197
Coefficient of variation (CV)	2.8310149
Kurtosis	845.09521
Mean	88.349834
Median Absolute Deviation (MAD)	20.22
Skewness	16.977746
Sum	25162740
Variance	62559.863
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	13688	4.8%
1.98	6044	2.1%
0.89	4872	1.7%
9.99	4747	1.7%
15	3280	1.2%
0.76	2998	1.1%
10	2950	1.0%
1.29	2892	1.0%
1.79	2623	0.9%
0.99	2304	0.8%
Other values (32757)	238410	83.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1825	0.6%
0.01	718	0.3%
0.02	85	< 0.1%
0.03	3	< 0.1%
0.04	11	< 0.1%
0.05	44	< 0.1%
0.06	3	< 0.1%
0.07	11	< 0.1%
0.08	10	< 0.1%
0.09	2	< 0.1%

Value	Count	Frequency (%)
25691.16	1	< 0.1%
19656.53	1	< 0.1%
18910	1	< 0.1%
12910.93	1	< 0.1%
11898.09	1	< 0.1%
11789.84	1	< 0.1%
10199.44	1	< 0.1%
10000	1	< 0.1%
8790.26	1	< 0.1%
8787	1	< 0.1%

Class
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

0	284316
1	492

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	284808
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	284316	99.8%
1	492	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	284316	99.8%
1	492	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	284316	99.8%
1	492	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	284808	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	284316	99.8%
1	492	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	284808	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	284316	99.8%
1	492	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	284808	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	284316	99.8%
1	492	0.2%

Auto

Heatmap
Table

	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount	Class
V1	1.000	-0.384	-0.412	0.101	-0.107	-0.087	-0.228	-0.236	0.139	0.232	0.014	0.003	0.048	-0.024	0.030	0.038	-0.058	-0.044	0.031	-0.210	-0.062	-0.029	0.145	-0.000	0.049	0.006	-0.105	-0.208	-0.087	0.146
V2	-0.384	1.000	0.074	0.155	0.343	-0.110	0.426	0.007	-0.078	-0.212	-0.013	0.053	0.029	0.088	0.038	0.068	-0.002	0.011	0.002	0.041	-0.098	-0.056	-0.095	0.013	-0.086	0.034	0.129	0.138	-0.502	0.258
V3	-0.412	0.074	1.000	0.061	-0.224	0.171	-0.075	0.164	-0.031	-0.071	0.056	-0.052	0.007	-0.131	0.051	-0.047	-0.035	-0.045	-0.015	0.108	-0.040	0.004	-0.140	-0.001	0.032	-0.017	0.141	0.180	-0.000	0.354
V4	0.101	0.155	0.061	1.000	0.021	0.075	0.060	-0.010	0.105	0.026	-0.013	0.148	-0.025	0.099	0.053	-0.041	0.049	0.021	-0.018	-0.010	0.039	-0.005	0.010	-0.009	0.061	-0.064	-0.034	0.005	-0.022	0.373
V5	-0.107	0.343	-0.224	0.021	1.000	-0.008	0.432	-0.057	-0.057	-0.155	0.011	-0.049	0.020	0.035	-0.041	-0.008	-0.146	-0.016	0.012	0.057	-0.040	-0.011	-0.108	-0.023	-0.016	0.030	0.013	-0.028	-0.314	0.192
V6	-0.087	-0.110	0.171	0.075	-0.008	1.000	-0.293	0.444	0.029	0.063	0.060	0.037	-0.004	-0.069	-0.046	-0.020	-0.027	0.052	0.032	0.053	0.035	0.040	-0.050	-0.135	-0.011	-0.024	0.074	0.020	0.205	0.000
V7	-0.228	0.426	-0.075	0.060	0.432	-0.293	1.000	-0.389	-0.100	-0.208	0.004	-0.044	-0.016	0.058	-0.051	-0.120	-0.147	-0.071	0.001	0.161	-0.022	-0.024	-0.186	-0.013	-0.046	0.017	-0.094	0.056	-0.030	0.305
V8	-0.236	0.007	0.164	-0.010	-0.057	0.444	-0.389	1.000	-0.003	-0.121	0.053	0.106	-0.145	0.041	-0.017	0.090	0.075	0.067	-0.033	0.006	0.077	0.020	0.075	-0.025	-0.074	-0.008	0.190	0.090	0.004	0.196
V9	0.139	-0.078	-0.031	0.105	-0.057	0.029	-0.100	-0.003	1.000	-0.291	-0.031	0.103	-0.048	-0.031	-0.004	-0.032	-0.069	-0.015	0.003	-0.015	-0.066	0.002	0.074	-0.002	-0.023	0.027	-0.002	-0.104	-0.077	0.388
V10	0.232	-0.212	-0.071	0.026	-0.155	0.063	-0.208	-0.121	-0.291	1.000	0.034	-0.164	0.000	0.005	-0.027	-0.055	-0.148	-0.054	0.040	-0.087	-0.047	0.042	0.077	-0.008	-0.017	-0.027	-0.020	-0.131	0.055	0.551
V11	0.014	-0.013	0.056	-0.013	0.011	0.060	0.004	0.053	-0.031	0.034	1.000	0.197	-0.035	0.151	-0.036	0.069	0.074	0.069	0.010	0.042	-0.001	0.001	0.031	-0.005	-0.005	-0.006	-0.026	-0.028	-0.044	0.614
V12	0.003	0.053	-0.052	0.148	-0.049	0.037	-0.044	0.106	0.103	-0.164	0.197	1.000	0.187	-0.053	-0.069	-0.118	-0.205	-0.066	0.020	0.014	0.031	-0.014	0.081	-0.002	0.003	0.012	0.029	-0.008	-0.039	0.662
V13	0.048	0.029	0.007	-0.025	0.020	-0.004	-0.016	-0.145	-0.048	0.000	-0.035	0.187	1.000	-0.093	0.014	0.000	-0.017	-0.010	-0.006	0.101	-0.050	0.007	0.002	0.005	0.003	-0.004	0.004	-0.007	-0.006	0.008
V14	-0.024	0.088	-0.131	0.099	0.035	-0.069	0.058	0.041	-0.031	0.005	0.151	-0.053	-0.093	1.000	0.019	-0.127	-0.165	-0.027	0.021	-0.106	0.084	-0.009	0.016	-0.022	0.036	-0.005	-0.091	-0.018	-0.005	0.665
V15	0.030	0.038	0.051	0.053	-0.041	-0.046	-0.051	-0.017	-0.004	-0.027	-0.036	-0.069	0.014	0.019	1.000	0.014	-0.024	0.013	-0.055	0.095	0.032	0.002	0.032	0.023	0.011	-0.016	0.029	0.039	-0.072	0.007
V16	0.038	0.068	-0.047	-0.041	-0.008	-0.020	-0.120	0.090	-0.032	-0.055	0.069	-0.118	0.000	-0.127	0.014	1.000	-0.237	0.023	0.017	0.177	0.092	-0.045	0.045	-0.030	-0.015	0.042	-0.046	-0.010	-0.106	0.585
V17	-0.058	-0.002	-0.035	0.049	-0.146	-0.027	-0.147	0.075	-0.069	-0.148	0.074	-0.205	-0.017	-0.165	-0.024	-0.237	1.000	-0.158	0.045	-0.017	-0.009	0.013	0.037	0.052	0.004	-0.009	0.046	0.065	0.054	0.691
V18	-0.044	0.011	-0.045	0.021	-0.016	0.052	-0.071	0.067	-0.015	-0.054	0.069	-0.066	-0.010	-0.027	0.013	0.023	-0.158	1.000	-0.004	-0.106	0.026	0.057	-0.109	-0.048	-0.006	-0.027	0.021	0.023	0.048	0.507
V19	0.031	0.002	-0.015	-0.018	0.012	0.032	0.001	-0.033	0.003	0.040	0.010	0.020	-0.006	0.021	-0.055	0.017	0.045	-0.004	1.000	0.233	-0.006	-0.012	-0.078	-0.056	0.004	-0.016	-0.019	-0.041	-0.009	0.077
V20	-0.210	0.041	0.108	-0.010	0.057	0.053	0.161	0.006	-0.015	-0.087	0.042	0.014	0.101	-0.106	0.095	0.177	-0.017	-0.106	0.233	1.000	0.115	0.034	-0.195	0.041	0.045	0.047	0.104	0.275	0.201	0.017
V21	-0.062	-0.098	-0.040	0.039	-0.040	0.035	-0.022	0.077	-0.066	-0.047	-0.001	0.031	-0.050	0.084	0.032	0.092	-0.009	0.026	-0.006	0.115	1.000	0.677	-0.250	0.032	0.037	-0.040	-0.027	0.067	0.194	0.094
V22	-0.029	-0.056	0.004	-0.005	-0.011	0.040	-0.024	0.020	0.002	0.042	0.001	-0.014	0.007	-0.009	0.002	-0.045	0.013	0.057	-0.012	0.034	0.677	1.000	-0.239	0.015	0.029	-0.040	0.073	-0.037	0.080	0.106
V23	0.145	-0.095	-0.140	0.010	-0.108	-0.050	-0.186	0.075	0.074	0.077	0.031	0.081	0.002	0.016	0.032	0.045	0.037	-0.109	-0.078	-0.195	-0.250	-0.239	1.000	0.097	-0.426	-0.002	0.049	-0.069	-0.057	0.018
V24	-0.000	0.013	-0.001	-0.009	-0.023	-0.135	-0.013	-0.025	-0.002	-0.008	-0.005	-0.002	0.005	-0.022	0.023	-0.030	0.052	-0.048	-0.056	0.041	0.032	0.015	0.097	1.000	0.001	0.005	-0.036	0.047	-0.013	0.009
V25	0.049	-0.086	0.032	0.061	-0.016	-0.011	-0.046	-0.074	-0.023	-0.017	-0.005	0.003	0.003	0.036	0.011	-0.015	0.004	-0.006	0.004	0.045	0.037	0.029	-0.426	0.001	1.000	-0.053	-0.092	-0.052	0.023	0.022
V26	0.006	0.034	-0.017	-0.064	0.030	-0.024	0.017	-0.008	0.027	-0.027	-0.006	0.012	-0.004	-0.005	-0.016	0.042	-0.009	-0.027	-0.016	0.047	-0.040	-0.040	-0.002	0.005	-0.053	1.000	-0.163	-0.022	-0.067	0.002
V27	-0.105	0.129	0.141	-0.034	0.013	0.074	-0.094	0.190	-0.002	-0.020	-0.026	0.029	0.004	-0.091	0.029	-0.046	0.046	0.021	-0.019	0.104	-0.027	0.073	0.049	-0.036	-0.092	-0.163	1.000	0.458	-0.127	0.041
V28	-0.208	0.138	0.180	0.005	-0.028	0.020	0.056	0.090	-0.104	-0.131	-0.028	-0.008	-0.007	-0.018	0.039	-0.010	0.065	0.023	-0.041	0.275	0.067	-0.037	-0.069	0.047	-0.052	-0.022	0.458	1.000	0.010	0.031
Amount	-0.087	-0.502	-0.000	-0.022	-0.314	0.205	-0.030	0.004	-0.077	0.055	-0.044	-0.039	-0.006	-0.005	-0.072	-0.106	0.054	0.048	-0.009	0.201	0.194	0.080	-0.057	-0.013	0.023	-0.067	-0.127	0.010	1.000	0.000
Class	0.146	0.258	0.354	0.373	0.192	0.000	0.305	0.196	0.388	0.551	0.614	0.662	0.008	0.665	0.007	0.585	0.691	0.507	0.077	0.017	0.094	0.106	0.018	0.009	0.022	0.002	0.041	0.031	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
0	NaN	-0.072781	2.536347	1.378155	-0.338321	0.462388	0.239599	0.098698	0.363787	0.090794	-0.551600	-0.617801	-0.991390	-0.311169	1.468177	-0.470401	0.207971	0.025791	0.403993	0.251412	-0.018307	0.277838	-0.110474	0.066928	0.128539	-0.189115	0.133558	-0.021053	149.62
1	-1.359807	-0.072781	2.536347	1.378155	-0.338321	0.462388	0.239599	0.098698	0.363787	0.090794	-0.551600	-0.617801	-0.991390	-0.311169	1.468177	-0.470401	0.207971	0.025791	0.403993	0.251412	-0.018307	0.277838	-0.110474	0.066928	0.128539	-0.189115	0.133558	-0.021053	149.62
2	1.191857	0.266151	0.166480	0.448154	0.060018	-0.082361	-0.078803	0.085102	-0.255425	-0.166974	1.612727	1.065235	0.489095	-0.143772	0.635558	0.463917	-0.114805	-0.183361	-0.145783	-0.069083	-0.225775	-0.638672	0.101288	-0.339846	0.167170	0.125895	-0.008983	0.014724	2.69
3	-1.358354	-1.340163	1.773209	0.379780	-0.503198	1.800499	0.791461	0.247676	-1.514654	0.207643	0.624501	0.066084	0.717293	-0.165946	2.345865	-2.890083	1.109969	-0.121359	-2.261857	0.524980	0.247998	0.771679	0.909412	-0.689281	-0.327642	-0.139097	-0.055353	-0.059752	378.66
4	-0.966272	-0.185226	1.792993	-0.863291	-0.010309	1.247203	0.237609	0.377436	-1.387024	-0.054952	-0.226487	0.178228	0.507757	-0.287924	-0.631418	-1.059647	-0.684093	1.965775	-1.232622	-0.208038	-0.108300	0.005274	-0.190321	-1.175575	0.647376	-0.221929	0.062723	0.061458	123.50
5	-1.158233	0.877737	1.548718	0.403034	-0.407193	0.095921	0.592941	-0.270533	0.817739	0.753074	-0.822843	0.538196	1.345852	-1.119670	0.175121	-0.451449	-0.237033	-0.038195	0.803487	0.408542	-0.009431	0.798278	-0.137458	0.141267	-0.206010	0.502292	0.219422	0.215153	69.99
6	-0.425966	0.960523	1.141109	-0.168252	0.420987	-0.029728	0.476201	0.260314	-0.568671	-0.371407	1.341262	0.359894	-0.358091	-0.137134	0.517617	0.401726	-0.058133	0.068653	-0.033194	0.084968	-0.208254	-0.559825	-0.026398	-0.371427	-0.232794	0.105915	0.253844	0.081080	3.67
7	1.229658	0.141004	0.045371	1.202613	0.191881	0.272708	-0.005159	0.081213	0.464960	-0.099254	-1.416907	-0.153826	-0.751063	0.167372	0.050144	-0.443587	0.002821	-0.611987	-0.045575	-0.219633	-0.167716	-0.270710	-0.154104	-0.780055	0.750137	-0.257237	0.034507	0.005168	4.99
8	-0.644269	1.417964	1.074380	-0.492199	0.948934	0.428118	1.120631	-3.807864	0.615375	1.249376	-0.619468	0.291474	1.757964	-1.323865	0.686133	-0.076127	-1.222127	-0.358222	0.324505	-0.156742	1.943465	-1.015455	0.057504	-0.649709	-0.415267	-0.051634	-1.206921	-1.085339	40.80
9	-0.894286	0.286157	-0.113192	-0.271526	2.669599	3.721818	0.370145	0.851084	-0.392048	-0.410430	-0.705117	-0.110452	-0.286254	0.074355	-0.328783	-0.210077	-0.499768	0.118765	0.570328	0.052736	-0.073425	-0.268092	-0.204233	1.011592	0.373205	-0.384157	0.011747	0.142404	93.20

	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
284798	-0.241923	0.712247	0.399806	-0.463406	0.244531	-1.343668	0.929369	-0.206210	0.106234	-0.284708	-0.612982	-0.066655	-0.732987	0.237948	-0.293959	-0.245496	-0.174846	-0.891169	-0.290491	-0.139512	-0.228876	-0.514376	0.279598	0.371441	-0.559238	0.113144	0.131507	0.081265	5.49
284799	0.219529	0.881246	-0.635891	0.960928	-0.152971	-1.014307	0.427126	0.121340	-0.285670	-0.111640	-1.109232	-0.453235	-1.046946	1.122674	1.243518	-1.431897	0.939328	-0.002373	2.894952	0.006666	0.099936	0.337120	0.251791	0.057688	-1.508368	0.144023	0.181205	0.215243	24.05
284800	-1.775135	-0.004235	1.189786	0.331096	1.196063	5.519980	-1.518185	2.080825	1.159498	-0.594242	-1.264072	0.453596	-0.243142	-0.858719	-0.766554	-0.644646	0.447184	0.388721	0.792135	0.348176	0.103302	0.654850	-0.348929	0.745323	0.704545	-0.127579	0.454379	0.130308	79.99
284801	2.039560	-0.175233	-1.196825	0.234580	-0.008713	-0.726571	0.017050	-0.118228	0.435402	0.267772	0.523316	0.559047	-0.834660	0.626211	-0.541494	0.225361	-0.605252	-0.163049	0.561695	-0.256922	-0.268048	-0.717211	0.297930	-0.359769	-0.315610	0.201114	-0.080826	-0.075071	2.68
284802	0.120316	0.931005	-0.546012	-0.745097	1.130314	-0.235973	0.812722	0.115093	-0.204064	-0.657422	0.644837	0.190916	-0.546329	-0.731707	-0.808036	0.599628	0.070441	0.373110	0.128904	0.000676	-0.314205	-0.808520	0.050343	0.102800	-0.435870	0.124079	0.217940	0.068803	2.69
284803	-11.881118	10.071785	-9.834783	-2.066656	-5.364473	-2.606837	-4.918215	7.305334	1.914428	4.356170	-1.593105	2.711941	-0.689256	4.626942	-0.924459	1.107641	1.991691	0.510632	-0.682920	1.475829	0.213454	0.111864	1.014480	-0.509348	1.436807	0.250034	0.943651	0.823731	0.77
284804	-0.732789	-0.055080	2.035030	-0.738589	0.868229	1.058415	0.024330	0.294869	0.584800	-0.975926	-0.150189	0.915802	1.214756	-0.675143	1.164931	-0.711757	-0.025693	-1.221179	-1.545556	0.059616	0.214205	0.924384	0.012463	-1.016226	-0.606624	-0.395255	0.068472	-0.053527	24.79
284805	1.919565	-0.301254	-3.249640	-0.557828	2.630515	3.031260	-0.296827	0.708417	0.432454	-0.484782	0.411614	0.063119	-0.183699	-0.510602	1.329284	0.140716	0.313502	0.395652	-0.577252	0.001396	0.232045	0.578229	-0.037501	0.640134	0.265745	-0.087371	0.004455	-0.026561	67.88
284806	-0.240440	0.530483	0.702510	0.689799	-0.377961	0.623708	-0.686180	0.679145	0.392087	-0.399126	-1.933849	-0.962886	-1.042082	0.449624	1.962563	-0.608577	0.509928	1.113981	2.897849	0.127434	0.265245	0.800049	-0.163298	0.123205	-0.569159	0.546668	0.108821	0.104533	10.00
284807	-0.533413	-0.189733	0.703337	-0.506271	-0.012546	-0.649617	1.577006	-0.414650	0.486180	-0.915427	-1.040458	-0.031513	-0.188093	-0.084316	0.041333	-0.302620	-0.660377	0.167430	-0.256117	0.382948	0.261057	0.643078	0.376777	0.008797	-0.473649	-0.818267	-0.002415	0.013649	217.00

Most frequently occurring

	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount	# duplicates
2224	1.245674	0.166975	0.488306	0.635322	-0.562777	-1.011073	0.014953	-0.160211	0.170362	-0.044575	-0.356749	-0.073460	-0.517760	0.406969	1.124147	0.342470	-0.374656	-0.438992	-0.116091	-0.132080	-0.262581	-0.816264	0.140304	0.357827	0.186423	0.096544	-0.035866	0.018495	8.99	77
4208	2.055797	-0.326668	-2.752041	-0.842316	2.463072	3.173856	-0.432126	0.727706	0.608606	-0.075186	0.063504	0.350564	-0.141238	0.690972	1.275257	-0.371962	-0.601957	-0.052640	-0.330590	-0.180370	0.269765	0.844627	0.020675	0.726212	0.366624	-0.398828	0.027735	-0.060282	1.00	77
4142	2.053311	0.089735	-1.681836	0.454212	0.298310	-0.953526	0.152003	-0.207071	0.587335	-0.362047	-0.589598	-0.174712	-0.621127	-0.703513	0.271957	0.318688	0.549365	-0.257786	0.016256	-0.187421	-0.361158	-0.984262	0.354198	0.620709	-0.297138	0.166736	-0.068299	-0.029585	8.99	62
2670	1.302378	-0.606529	-0.681986	-1.904603	1.326623	3.436312	-1.145127	0.959147	1.671302	-1.022946	-0.191423	0.631027	0.031907	-0.031425	1.446627	-0.121820	-0.651405	0.617970	0.927600	0.005757	-0.064208	-0.080587	-0.072991	1.018136	0.663575	-0.671323	0.096801	0.028697	1.00	60
3915	2.040211	-0.146975	-2.955934	-0.578356	2.609358	3.142642	-0.416883	0.784393	0.359902	-0.351075	0.329651	0.183508	-0.272919	-0.597437	0.583897	0.178676	0.473898	-0.498850	-0.140099	-0.120714	-0.352334	-0.996937	0.363485	0.604827	-0.264560	0.219671	-0.039209	-0.042787	1.98	53
4687	2.085175	0.393051	-4.508201	-0.311771	3.510117	2.453299	0.220469	0.543377	-0.100434	-1.018622	0.807038	-0.330548	-0.531419	-2.181449	0.388724	0.232071	2.125022	0.405549	-0.440930	-0.086989	-0.067217	-0.072642	-0.036584	0.529693	0.414685	0.735870	-0.058233	-0.026658	0.76	48
2791	1.332849	0.389198	-2.165597	-0.306873	2.641351	2.808084	-0.171627	0.683352	-0.297962	-0.652097	0.418003	-0.322437	-0.143469	-1.154524	1.157634	0.878175	0.536918	0.712873	0.006774	0.053607	-0.207432	-0.692417	-0.118598	0.891480	0.730240	0.384013	-0.028465	0.036123	0.76	45
917	1.018412	1.036663	-1.689814	1.315476	1.698436	0.528807	0.331715	0.364539	-0.711798	-1.570288	3.463018	0.538411	-0.378095	-3.045495	1.468911	-0.029742	3.664588	-0.105190	-2.097944	-0.167555	-0.040238	0.096172	-0.092549	-1.345664	0.510305	-0.182674	0.107058	0.071818	0.89	40
2796	1.335053	0.331464	-2.057763	-0.346175	2.583234	2.854102	-0.187547	0.685154	-0.286614	-0.535903	0.332848	-0.268319	-0.127614	-0.868300	1.128539	0.786506	0.316435	0.587856	0.049350	0.045217	-0.191820	-0.650118	-0.114069	0.915936	0.730073	0.383879	-0.031902	0.029849	0.76	39
691	-0.302521	0.447474	-0.495757	-3.214799	2.705041	2.762440	0.593847	0.556451	0.697720	-1.090181	-0.111088	0.062652	-0.238457	0.215738	1.069356	-0.255231	-1.072085	0.485110	0.271315	0.156089	0.007343	0.250886	-0.331600	1.009952	0.233730	-0.824471	0.241305	-0.020359	1.00	36

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring